{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 前置操作\n",
    "这里，我们先准备好简单的图像拼接方法，方便我们进行数据的展示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def merge_multi_image(*images):\n",
    "    image_size = np.array([list(image.shape) for image in images])\n",
    "    high = np.max(image_size[:,0])\n",
    "    width = np.sum(image_size[:,1])\n",
    "    background = np.ones((high, width, 3)).astype('uint8')\n",
    "    begin = 0\n",
    "    for image_index in range(len(image_size)):\n",
    "        _high, _width, _ = image_size[image_index]\n",
    "        _image = images[image_index]\n",
    "        background[0:_high,begin:begin + _width] = _image\n",
    "        begin += _width\n",
    "    return background\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f67a56b26d8>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.imread('triangle.jpg')\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "right_image = cv2.flip(image, 0)\n",
    "multi_image = merge_multi_image(image, right_image)\n",
    "plt.imshow(multi_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# 缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f67a8b09550>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def resize(_image, times=2):\n",
    "    return cv2.resize(_image, None, None, fx=times, fy=times, interpolation=cv2.INTER_LINEAR)\n",
    "\n",
    "multi_image = merge_multi_image(image, resize(image))\n",
    "plt.imshow(multi_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 连线\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f67a88743c8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_lines(image1, image2, point_entries, color=[255,255,255], thickness=3):\n",
    "    x_shift = image1.shape[1]\n",
    "    merge_image = merge_multi_image(image1, image2)\n",
    "    for _from, _to in point_entries:\n",
    "        merge_image = cv2.line(merge_image, _from, (_to[0] + x_shift, _to[1]), color=color, thickness=thickness)\n",
    "    return merge_image\n",
    "\n",
    "plt.imshow(draw_lines(image, resize(image), [((300,300),(300,300))],color=[255,0,0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SIFT特征点提取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature(image, model=None):\n",
    "    if model is not None:\n",
    "        image = cv2.cvtColor(image, model)\n",
    "    sifter = cv2.xfeatures2d.SIFT_create()\n",
    "    keypoints, descriptors = sifter.detectAndCompute(image, None)\n",
    "    return keypoints, descriptors\n",
    "\n",
    "def draw_keypoints(image, model=cv2.COLOR_RGB2GRAY, keypoints=None):\n",
    "    if keypoints is None:\n",
    "        keypoints, _ = get_feature(image, model)\n",
    "    return cv2.drawKeypoints(image, keypoints, outImage=image, flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f67a8a61860>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(draw_keypoints(image))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征点匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.0\n"
     ]
    }
   ],
   "source": [
    "def distance(a, b):\n",
    "    diff = a - b\n",
    "    return np.sqrt(np.sum(diff * diff))\n",
    "\n",
    "print(distance(np.array([7, 6]), np.array([3, 3])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_int(point):\n",
    "    return tuple([int(x) for x in point])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def point_match(feature1, feature2, angle_threshold=0, angle_error=5, distance_error=90):\n",
    "    matches = []\n",
    "    kps1, des1 = feature1\n",
    "    kps2, des2 = feature2\n",
    "    for _kps1, _des1 in zip(kps1, des1):\n",
    "        if _kps1.angle < angle_threshold:\n",
    "            continue\n",
    "        for _kps2, _des2 in zip(kps2, des2):\n",
    "            if abs(_kps1.angle - _kps2.angle) > angle_error:\n",
    "                continue\n",
    "            if distance(_des1, _des2) > distance_error:\n",
    "                continue\n",
    "            matches.append((to_int(_kps1.pt), to_int(_kps2.pt)))\n",
    "    return matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def match_show(image_1, image_2, thickness=3):\n",
    "    matches = point_match(get_feature(image_1), get_feature(image_2))\n",
    "    merge_image = draw_lines(image_1, image_2, matches, thickness=thickness)\n",
    "    plt.figure(figsize=(10,10))\n",
    "    plt.imshow(merge_image)\n",
    "    \n",
    "iron = cv2.cvtColor(cv2.imread('iron.jpg'), cv2.COLOR_BGR2RGB)\n",
    "match_show(iron, resize(iron))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "mountain = cv2.cvtColor(cv2.imread('mountain.jpg'), cv2.COLOR_BGR2RGB)\n",
    "m_left = mountain[:,:250]\n",
    "m_right = mountain[:,200:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_show(m_left, m_right,thickness=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_points = point_match(get_feature(m_left), get_feature(m_right))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sift_ransac(points, left_shape, right_shape, error=[1,1], iters=100):\n",
    "    length = len(points)\n",
    "    index = range(length)\n",
    "    left_y, left_x, _ = left_shape\n",
    "    right_y, right_x, _ = right_shape\n",
    "    best_shift = None\n",
    "    most_match_count = 0\n",
    "    for _ in range(iters):\n",
    "        sample_index = np.random.choice(index, 1)[0]\n",
    "        sample_data = points[sample_index]\n",
    "        _x = left_x - sample_data[0][0] + sample_data[1][0]\n",
    "        _y = sample_data[0][1] - sample_data[1][1]\n",
    "        match_count = 0\n",
    "        for point_pair in points:\n",
    "            if abs(left_x - point_pair[0][0] + point_pair[1][0] - _x) < error[0] and abs(point_pair[0][1] - point_pair[1][1] - _y) < error[1]:\n",
    "                match_count += 1\n",
    "        if match_count > most_match_count:\n",
    "            most_match_count = match_count\n",
    "            best_shift = [_x, _y]\n",
    "    return most_match_count, best_shift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[50, 0]\n"
     ]
    }
   ],
   "source": [
    "_, shift = sift_ransac(match_points, m_left.shape, m_right.shape, error=[1,1])\n",
    "print(shift)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f67a58de7b8>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(merge_multi_image(m_left[:,:-50], m_right))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
